Onboarded a junior with this dataset. Dedup pass only flagged 1.2% — cleanest dataset I've worked with. Bought it for our roofing contractor outreach in Russia. Worth the price.
Tried three vendors before this. Categorisation was granular enough to segment by sub-vertical without regex. Bought it to scope a Russia territory in the roofing contractor segment. Will be the default vendor for us now.